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Shaoshu Su

4 accepted papers

2026

Learning When to Jump for Off-road Navigation

RSS 2026poster

Low speed does not always guarantee safety in off-road driving. For instance, crossing a ditch may be risky at a low speed due to the risk of getting stuck, yet safe at a higher speed with a controlled, accelerated jump. Achieving such behavior requires path planning that explicitly models complex m…

Cited by 0SourceScholar
2025

SuperPC: A Single Diffusion Model for Point Cloud Completion, Upsampling, Denoising, and Colorization

CVPR 2025poster

Point cloud (PC) processing tasks--such as completion, upsampling, denoising, and colorization--are crucial in applications like autonomous driving and 3D reconstruction. Despite substantial advancements, prior approaches often address each of these tasks independently, with separate models focused…

Cited by 1SourcePDFScholar
2025

iKap: Kinematics-Aware Planning with Imperative Learning

ICRA 2025

Trajectory planning in robotics aims to generate collision-free pose sequences that can be reliably executed. Recently, vision-to-planning systems have gained increasing attention for their efficiency and ability to interpret and adapt to surrounding environments. However, traditional modular system

Cited by 5SourceScholar